{"id":"https://openalex.org/W4402262709","doi":"https://doi.org/10.1109/igarss53475.2024.10641521","title":"Performance Evaluation of Optimization Functions for Neural Network Classifier Using Decomposed Polsar Images for Mangrove Detection","display_name":"Performance Evaluation of Optimization Functions for Neural Network Classifier Using Decomposed Polsar Images for Mangrove Detection","publication_year":2024,"publication_date":"2024-07-07","ids":{"openalex":"https://openalex.org/W4402262709","doi":"https://doi.org/10.1109/igarss53475.2024.10641521"},"language":"en","primary_location":{"id":"doi:10.1109/igarss53475.2024.10641521","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss53475.2024.10641521","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086746644","display_name":"Akhil Masurkar","orcid":"https://orcid.org/0000-0001-6797-4086"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Akhil Masurkar","raw_affiliation_strings":["Veermata Jijabai Technological Institute,Mumbai,Maharashtra,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Veermata Jijabai Technological Institute,Mumbai,Maharashtra,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015094108","display_name":"Rohin Daruwala","orcid":"https://orcid.org/0000-0002-3267-6270"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rohin Daruwala","raw_affiliation_strings":["Veermata Jijabai Technological Institute,Mumbai,Maharashtra,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Veermata Jijabai Technological Institute,Mumbai,Maharashtra,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107013504","display_name":"Sandip Pathe","orcid":null},"institutions":[{"id":"https://openalex.org/I169877490","display_name":"University of Mumbai","ror":"https://ror.org/032hdk172","country_code":"IN","type":"education","lineage":["https://openalex.org/I169877490"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sandip Pathe","raw_affiliation_strings":["University of Mumbai,Vidyalakar Institute of Technology,Maharashtra,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Mumbai,Vidyalakar Institute of Technology,Maharashtra,India","institution_ids":["https://openalex.org/I169877490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094232997","display_name":"Arya Mohite","orcid":"https://orcid.org/0009-0008-0387-851X"},"institutions":[{"id":"https://openalex.org/I169877490","display_name":"University of Mumbai","ror":"https://ror.org/032hdk172","country_code":"IN","type":"education","lineage":["https://openalex.org/I169877490"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arya Mohite","raw_affiliation_strings":["University of Mumbai,Vidyalakar Institute of Technology,Maharashtra,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Mumbai,Vidyalakar Institute of Technology,Maharashtra,India","institution_ids":["https://openalex.org/I169877490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058118074","display_name":"Varsha Turkar","orcid":"https://orcid.org/0000-0002-0225-0498"},"institutions":[{"id":"https://openalex.org/I169877490","display_name":"University of Mumbai","ror":"https://ror.org/032hdk172","country_code":"IN","type":"education","lineage":["https://openalex.org/I169877490"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Varsha Turkar","raw_affiliation_strings":["University of Mumbai,Vidyalakar Institute of Technology,Maharashtra,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Mumbai,Vidyalakar Institute of Technology,Maharashtra,India","institution_ids":["https://openalex.org/I169877490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022247968","display_name":"Anup Das","orcid":"https://orcid.org/0000-0002-5024-5159"},"institutions":[{"id":"https://openalex.org/I1289461252","display_name":"Indian Space Research Organisation","ror":"https://ror.org/00cwrns71","country_code":"IN","type":"government","lineage":["https://openalex.org/I1289461252","https://openalex.org/I3148377317"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anup Das","raw_affiliation_strings":["Space Application Centre, ISRO,Dept. of Space, Govt. of India,Ahmedabad,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Space Application Centre, ISRO,Dept. of Space, Govt. of India,Ahmedabad,India","institution_ids":["https://openalex.org/I1289461252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23177978,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"10315","last_page":"10318"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13890","display_name":"Remote Sensing and Land Use","score":0.9778000116348267,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10801","display_name":"Synthetic Aperture Radar (SAR) Applications and Techniques","score":0.9668999910354614,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7240642309188843},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7034804224967957},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6601755619049072},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6140385270118713},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5998249053955078},{"id":"https://openalex.org/keywords/mangrove","display_name":"Mangrove","score":0.5710666179656982},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.433967649936676},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4206756055355072},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.33718395233154297},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.14355698227882385},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.13374334573745728},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.096539705991745},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07225868105888367}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7240642309188843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7034804224967957},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6601755619049072},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6140385270118713},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5998249053955078},{"id":"https://openalex.org/C68874143","wikidata":"https://www.wikidata.org/wiki/Q19756","display_name":"Mangrove","level":2,"score":0.5710666179656982},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.433967649936676},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4206756055355072},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.33718395233154297},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.14355698227882385},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.13374334573745728},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.096539705991745},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07225868105888367}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/igarss53475.2024.10641521","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss53475.2024.10641521","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2764034829","https://openalex.org/W2782522152","https://openalex.org/W2953817828","https://openalex.org/W3131192390","https://openalex.org/W4281259425","https://openalex.org/W4366828497"],"related_works":["https://openalex.org/W1556044011","https://openalex.org/W2485878535","https://openalex.org/W2741254211","https://openalex.org/W2151470817","https://openalex.org/W1982064128","https://openalex.org/W3002830963","https://openalex.org/W2306763815","https://openalex.org/W2112933271","https://openalex.org/W2005234362","https://openalex.org/W1997235926"],"abstract_inverted_index":{"Mangroves":[0],"are":[1,18,114,128,133],"vital":[2],"coastal":[3],"ecosystems":[4],"that":[5,39,154],"provide":[6],"numerous":[7],"ecological":[8],"and":[9,14,23,162],"socio-economic":[10],"benefits.":[11],"Accurate":[12],"detection":[13],"monitoring":[15],"of":[16,64],"mangroves":[17],"crucial":[19],"for":[20,34,43],"effective":[21],"conservation":[22],"management.":[24],"This":[25],"work":[26],"aims":[27],"to":[28,57,116,146],"determine":[29],"the":[30,51,59,65,79,85,98,111,118,136,143,148,155,167],"best":[31],"optimization":[32,126,164],"function":[33],"a":[35,74],"feed-forward":[36],"neural":[37,149],"network":[38],"can":[40],"be":[41],"used":[42,56,70,87,115],"Mangrove":[44,76],"detection.":[45],"Fully":[46],"polarimetric":[47],"Quad-Pol":[48],"data":[49,63],"from":[50],"ALOS-2":[52],"(L-Band)":[53],"satellite":[54],"is":[55,69,82,94,152],"train":[58,117,147],"Neural":[60,119,156],"Network.":[61],"PolSAR":[62,80],"Mumbai":[66],"Region,":[67],"India":[68],"since":[71],"it":[72],"has":[73],"huge":[75],"cover.":[77],"Firstly,":[78],"image":[81,93],"filtered":[83,92],"using":[84,97,135],"most":[86],"Lee":[88],"Sigma":[89],"Filter.":[90],"The":[91,130],"then":[95],"decomposed":[96],"Gulab":[99],"seven":[100,106],"component":[101],"decomposition":[102],"(7SD)":[103],"technique.":[104],"These":[105],"components":[107],"which":[108],"act":[109],"as":[110,140,142],"feature":[112],"vectors":[113],"Network":[120,157],"classifier.":[121],"While":[122],"training":[123],"12":[124],"different":[125,137],"functions":[127],"used.":[129],"trained":[131],"models":[132],"analyzed":[134],"evaluation":[138],"metrics":[139],"well":[141],"time":[144],"required":[145],"networks.":[150],"It":[151],"observed":[153],"optimized":[158],"with":[159],"Bayesian":[160],"Regularization":[161],"Levenberg-Marquardt":[163],"functions,":[165],"gives":[166],"highest":[168],"accuracy.":[169]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
